Instructions to use lliu01/fortios_cli with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use lliu01/fortios_cli with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="lliu01/fortios_cli")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("lliu01/fortios_cli")
model = AutoModelForCausalLM.from_pretrained("lliu01/fortios_cli", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use lliu01/fortios_cli with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "lliu01/fortios_cli"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "lliu01/fortios_cli",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/lliu01/fortios_cli

SGLang

How to use lliu01/fortios_cli with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "lliu01/fortios_cli" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "lliu01/fortios_cli",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "lliu01/fortios_cli" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "lliu01/fortios_cli",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use lliu01/fortios_cli with Docker Model Runner:
```
docker model run hf.co/lliu01/fortios_cli
```

lliu01 commited on Jun 17, 2024

Commit

b92e023

verified ·

1 Parent(s): 55b9712

Upload LlamaForCausalLM

Browse files

Files changed (7) hide show

model-00001-of-00007.safetensors +1 -1
model-00002-of-00007.safetensors +1 -1
model-00003-of-00007.safetensors +1 -1
model-00004-of-00007.safetensors +1 -1
model-00005-of-00007.safetensors +1 -1
model-00006-of-00007.safetensors +1 -1
model-00007-of-00007.safetensors +1 -1

model-00001-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:48d8e149f6d1007a2f65a419da79c1cba784dbb1f00b78f93204e7065f9ff61b
 size 4886466168

 version https://git-lfs.github.com/spec/v1
+oid sha256:288414b76ee662f3c3416bee6cf213218957d9ee4b1da8aa1c2b5740609c3a70
 size 4886466168

model-00002-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8dda1a60f21d530d45ad00a95933614359ec53d41b9fbb2d0ab8fbd0fe6bc58b
 size 4832007448

 version https://git-lfs.github.com/spec/v1
+oid sha256:e211223b91f50dd024fec0884a12c67192778c7dcc33e99b9affbc1e9609bcb2
 size 4832007448

model-00003-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7e1c5c6f79de3aa30865eb7a8748ed2597f8633e32d77cfbf8393e1044d0ff8e
 size 4999813112

 version https://git-lfs.github.com/spec/v1
+oid sha256:11d394f9ebdff6a7ca68d5aae6b060d831621541347e836490419e25c2a1b007
 size 4999813112

model-00004-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:234c514216c74edc74da8405b20ba2e6ac645cf587f2eb5ea46323d1d63cd760
 size 4999813128

 version https://git-lfs.github.com/spec/v1
+oid sha256:b57f425ac42ecf2a615c6bd670bcf5812de23c02304696b9155114c60a451b14
 size 4999813128

model-00005-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1584ae7e843e5e76e359659244eeed64dbe268c8ed8a2e2a4e4fbe083164fc55
 size 4832007496

 version https://git-lfs.github.com/spec/v1
+oid sha256:594355f7a8118fface3282f000a57392c0e2fbcfa55b3c4f2777591109595538
 size 4832007496

model-00006-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f1af16ae4f4df12d228445ec3db4e1ad0f168731b94fa7151f735b658ed0073f
 size 4999813120

 version https://git-lfs.github.com/spec/v1
+oid sha256:2a4ddbab1ab8548ea592bef2ce0b462587b56dcc0fc441f2f0a7651e3af46f65
 size 4999813120

model-00007-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ca3a083374353e6bc1a5215b9e650f6910fd4d685bee0596ff82ec69279b95f7
 size 2571158184

 version https://git-lfs.github.com/spec/v1
+oid sha256:3789784c71ac6cfcf5f218f24cd5dc8e32246bd8d1bba3b817affc0ec8069e64
 size 2571158184